8.4%
2.5MMonthly active users25.0% of 10M accountsEXECUTIVE OVERVIEW
Platform activity, now
Exponentially weighted synthetic telemetry across the 2025 Carnegie R1 research network.
PIPELINE THROUGHPUT8.4M events / secP95 processing lag 184 ms
48.5%
1.09MCurrently activePeak-window intensity54.2%
1.77MActive sessions8 AM ET → 6 PM PT14.3%
226.8MArtifacts viewed6.74M created today31.8%
27.6MShares sent68.4% open rate22.1%
5.84MCross-institution1.68M active ties Scope
187 of 187 institutionsEXPONENTIAL GEOGRAPHIC ACTIVITY
Live R1 hotspots
updating
Exponential hotspot Long-tail activity Canonical event signal
Census TIGERweb 2025 boundaries · approximate city centers
CANONICAL EVENT STREAM
Live activity
14 buffered
ACTIVITY CURVE
Event throughput
8.4Mevents / sec
1.77Mactive sessions
443.18Kshares / hour
HIGH-COLLABORATION COHORT
Network momentum
240K users
78network score
14.2% above trailing average
Cross-institution edges612K
Avg. relationship strength0.72
New collaborators / 24h82K
INSTITUTION COMPARISON
Most active institutions
| Institution | Region | Monthly active | Sessions | Shares / 30d | Activity | Trend |
|---|---|---|---|---|---|---|
| Midwest | 67,335 | 93,764 | 1,281,163 | 100% | +7.7% | |
| Midwest | 65,432 | 88,497 | 1,333,506 | 97% | +13.3% | |
| West | 63,376 | 84,047 | 1,051,799 | 95% | +4.7% | |
| Midwest | 61,623 | 80,112 | 992,324 | 93% | +9.8% | |
| West | 57,351 | 72,338 | 886,793 | 90% | -0.4% | |
| South | 55,861 | 69,034 | 1,022,599 | 88% | +6.1% | |
| Northeast | 52,805 | 63,923 | 873,424 | 86% | +7.4% |